Skip to main content
Log in

Macrocyclic effect on inhibitory activity: a modeling study on MerTK inhibitors

  • Original Research
  • Published:
Medicinal Chemistry Research Aims and scope Submit manuscript

Abstract

Macrocyclic ring structures could have drug-like properties such as membrane permeability, metabolic stability, binding affinity, selectivity, and high-biological activities. Synthesized macrocyclic inhibitors have been studied and the effect of ring size has gained attention from drug design community. Marsault et al. showed a positive correlation between ring size and inhibitory activity against rennin. On the other hand, De Clercq et al. suggested that there would be some optimum ring size for histone deacetylase inhibitory activity. Therefore, macrocyclic effects appear elusive while intriguing. In this study, we have selected a large set of macrocyclic inhibitors (14–20-membered rings) to study macrocyclic effect on MerTK using molecular modeling techniques. We carefully positioned all the cyclic inhibitors into the binding pocket utilizing available information obtained from both experimental and theoretical means. Then, from the resultant binding poses, the ligand–receptor interactions were analyzed. Unlike previous reports, we could not observe any relevance between ring size and inhibitory activity. However, there is a correlation between the number of hydrogen bonds and inhibitory activity. Among these hydrogen-bonding interactions, active site residues Arg727, and Asn728 as well as two signature interactions at the hinge region were found to be crucial for MerTK inhibition. Furthermore, the importance of number of hydrogen bonding was further validated statistically by means of 3D-QSAR techniques such as CoMFA and CoMSIA. The involvement of Arg727 and Asn728 was checked graphically by CoMSIA hydrogen-bonding donor map. This outcome could be helpful for more potent MerTK inhibitor design. In addition, more detailed studies on ring size effect would be desirable to understand macrocyclic effects.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3
Fig. 4
Fig. 5
Fig. 6

Similar content being viewed by others

References

  • Balupuri A, Balasubramanian PK, Cho SJ (2015) Molecular modeling study on Mer kinase inhibitors using 3D-QSAR and docking approaches. Med Chem Res 24:3730–3742

    Article  CAS  Google Scholar 

  • Balupuri A, Balasubramanian PK, Cho SJ (2016) Determination of structural requirements of Mer kinase inhibitors and binding interaction analysis using in silico approaches. Med Chem Res 25:3021–3029

    Article  CAS  Google Scholar 

  • Berthod H, Giessner-Prettre C, Pullman A (1967) Sur les rôles respectifs des électrons σ et π dans les propriétés des dérivés halogénés des molécules conjuguées. application à l'étude de l’uracile et du fluorouracile. Theor Chim Acta 8:212–222

    Article  CAS  Google Scholar 

  • Bridger GJ, Skerlj RT, Thornton D, Padmanabhan S, Martellucci SA, Henson GW, Abrams MJ, Yamamoto N, Vreese KD, Pauwels R, De Clercq E (1995) Synthesis and structure-activity relationships of phenylenebis (methylene)-linked bis-tetraazamacrocycles that inhibit HIV replication. Effects of macrocyclic ring size and substituents on the aromatic linker. J Med Chem 38:366–378

    Article  CAS  PubMed  Google Scholar 

  • Chirico N, Gramatica P (2012) Real external predictivity of QSAR models. Part 2. New intercomparable thresholds for different validation criteria and the need for scatter plot inspection. J Chem Inf Model 52:2044–2058

    Article  CAS  PubMed  Google Scholar 

  • Clark M, Cramer RD, Van Opdenbosch N (1989) Validation of the general purpose Tripos 5.2 force field. J Comput Chem 10:982–1012

    Article  CAS  Google Scholar 

  • Cramer RD (1993) Partial least squares (PLS): its strengths and limitations. Perspect Drug Discov Des 1:269–278

    Article  CAS  Google Scholar 

  • Cramer RD, Bunce JD, Patterson DE, Frank IE (1988a) Crossvalidation, bootstrapping, and partial least squares compared with multiple regression in conventional QSAR studies. Mol Inform 7:18–25

    Google Scholar 

  • Cramer RD, Patterson DE, Bunce JD (1988b) Comparative molecular field analysis (CoMFA). 1. Effect of shape on binding of steroids to carrier proteins. J Am Chem Soc 110:5959–5967

    Article  CAS  PubMed  Google Scholar 

  • Craven RJ, Xu L, Weiner TM, Fridell YW, Dent GA, Srivastava S, Varnum B, Liu ET, Cance WG (1995) Receptor tyrosine kinases expressed in metastatic colon cancer. Int J Cancer 60:791–797

    Article  CAS  PubMed  Google Scholar 

  • Cummings CT, Deryckere D, Earp HS, Graham DK (2013) Molecular pathways: MERTK signaling in cancer. Clin Cancer Res 19:5275–5280

    Article  CAS  PubMed  Google Scholar 

  • Del Re G (1958) 812. A simple MO–LCAO method for the calculation of charge distributions in saturated organic molecules. J Chem Soc (Resumed) 4031–4040. https://doi.org/10.1039/JR9580004031

    Article  CAS  Google Scholar 

  • Driggers EM, Hale SP, Lee J, Terrett NK (2008) The exploration of macrocycles for drug discovery—an underexploited structural class. Nat Rev Drug Discov 7:608

    Article  CAS  PubMed  Google Scholar 

  • Eisenberg D, Schwarz E, Komaromy M, Wall R (1984) Analysis of membrane and surface protein sequences with the hydrophobic moment plot. J Mol Biol 179:125–142

    Article  CAS  PubMed  Google Scholar 

  • Evans AL, Blackburn JW, Taruc K, Kipp A, Dirk BS, Hunt NR, Barr SD, Dikeakos JD, Heit B (2017) Antagonistic coevolution of MER tyrosine kinase expression and function. Mol Biol Evol 34:1613–1628

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Gadhe CG, Kothandan G, Cho SJ (2012) Large variation in electrostatic contours upon addition of steric parameters and the effect of charge calculation schemes in CoMFA on mutagenicity of MX analogues. Mol Simul 38:861–871

    Article  CAS  Google Scholar 

  • Gasteiger J, Marsili M (1980) Iterative partial equalization of orbital electronegativity—a rapid access to atomic charges. Tetrahedron 36:3219–3228

    Article  CAS  Google Scholar 

  • Giordanetto F, Kihlberg J (2013) Macrocyclic drugs and clinical candidates: what can medicinal chemists learn from their properties? J Med Chem 57:278–295

    Article  CAS  PubMed  Google Scholar 

  • Gradillas A, and Perez‐Castells J (2010) Synthesis of Natural Products Containing Macrocycles by Alkene Ring‐Closing Metathesis. Metathesis in Natural Product Synthesis: Strategies, Substrates and Catalysts 149–182. https://doi.org/10.1002/9783527629626.ch5

    Chapter  Google Scholar 

  • Graham DK, Dawson TL, Mullaney DL, Snodgrass HR, Earp HS (1994) Cloning and mRNA expression analysis of a novel human protooncogene, c-mer. Cell growth & differentiation: the molecular biology journal of the American Association for. Cancer Res 5:647–657

    CAS  Google Scholar 

  • Halgren TA (1999) MMFF VI. MMFF94s option for energy minimization studies. J Comput Chem 20:720–729

    Article  CAS  Google Scholar 

  • Hamzah N, and Tjahjono DA (2016) Quantitative Structure-Activity Relationship Study, Compound Development, Pharmacophore Feature, and Molecular Docking of Pyrazolo-[3, 4-d]-Pyrimidine Derivatives as Mer Tyrosine Kinase Inhibitor. Int J Chemtech Res 9:323–337

  • Hawkins PC (2017) Conformation generation: the state of the art. J Chem Inf Model 57:1747–1756

    Article  CAS  Google Scholar 

  • Hojjat-Farsangi M (2014) Small-molecule inhibitors of the receptor tyrosine kinases: promising tools for targeted cancer therapies. Int J Mol Sci 15:13768–13801

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Holland SJ, Pan A, Franci C, Hu Y, Chang B, Li W, Duan M, Torneros A, Yu J, Heckrodt TJ (2010) R428, a selective small molecule inhibitor of Axl kinase, blocks tumor spread and prolongs survival in models of metastatic breast cancer. Cancer Res 70:1544–1554

    Article  CAS  PubMed  Google Scholar 

  • Holland SJ, Powell MJ, Franci C, Chan EW, Friera AM, Atchison RE, Mclaughlin J, Swift SE, Pali ES, Yam G (2005) Multiple roles for the receptor tyrosine kinase axl in tumor formation. Cancer Res 65:9294–9303

    Article  CAS  PubMed  Google Scholar 

  • Huey R, Morris GM, Olson AJ, Goodsell DS (2007) A semiempirical free energy force field with charge‐based desolvation. J Comput Chem 28:1145–1152

    Article  CAS  PubMed  Google Scholar 

  • Jakalian A, Jack DB, Bayly CI (2002) Fast, efficient generation of high‐quality atomic charges. AM1‐BCC model: II. Parameterization and validation. J Comput Chem 23:1623–1641

    Article  CAS  Google Scholar 

  • Kamath S, Buolamwini JK (2003) Receptor-guided alignment-based comparative 3D-QSAR studies of benzylidene malonitrile tyrphostins as EGFR and HER-2 kinase inhibitors. J Med Chem 46:4657–4668

    Article  CAS  PubMed  Google Scholar 

  • Klebe G, Abraham U, Mietzner T (1994) Molecular similarity indices in a comparative analysis (CoMSIA) of drug molecules to correlate and predict their biological activity. J Med Chem 37:4130–4146

    Article  CAS  PubMed  Google Scholar 

  • Knubel KH, Pernu BM, Sufit A, Nelson S, Pierce AM, Keating AK (2014) MerTK inhibition is a novel therapeutic approach for glioblastoma multiforme. Oncotarget 5:1338

    Article  PubMed  PubMed Central  Google Scholar 

  • Lemke G, Rothlin CV (2008) Immunobiology of the TAM receptors. Nat Rev Immunol 8:327

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Li Y-P, Weng X, Ning F-X, Ou J-B, Hou J-Q, Luo H-B, Li D, Huang Z-S, Huang S-L, Gu L-Q (2013) 3D-QSAR studies of azaoxoisoaporphine, oxoaporphine, and oxoisoaporphine derivatives as anti-AChE and anti-AD agents by the CoMFA method. J Mol Graph Model 41:61–67

    Article  CAS  PubMed  Google Scholar 

  • Liang F, Wan S, Li Z, Xiong X, Yang L, Zhou X, Wu C (2006) Medical applications of macrocyclic polyamines. Curr Med Chem 13:711–727

    Article  CAS  PubMed  Google Scholar 

  • Linger RM, Keating AK, Earp HS, Graham DK (2008) TAM receptor tyrosine kinases: biologic functions, signaling, and potential therapeutic targeting in human cancer. Adv cancer Res 100:35–83

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Madhavan T, Gadhe CG, Kothandan G, Lee K, Cho SJ (2012) Various atomic charge calculation schemes of CoMFA on HIF‐1 inhibitors of moracin analogs. Int J Quantum Chem 112:995–1005

    Article  CAS  Google Scholar 

  • Madsen CM, Clausen MH (2011) Biologically active macrocyclic compounds–from natural products to diversity‐oriented synthesis. Eur J Org Chem 2011:3107–3115

    Article  CAS  Google Scholar 

  • Mallinson J, Collins I (2012) Macrocycles in new drug discovery. Future Med Chem 4:1409–1438

    Article  CAS  PubMed  Google Scholar 

  • Marsault E, Peterson ML (2011) Macrocycles are great cycles: applications, opportunities, and challenges of synthetic macrocycles in drug discovery. J Med Chem 54:1961–2004

    Article  CAS  PubMed  Google Scholar 

  • Marsault E, Peterson ML (2017) Practical Medicinal Chemistry with Macrocycles: Design, Synthesis, and Case Studies, John Wiley & Sons. Place. ISBN: 978-1-119-09256-8

  • Mciver AL, Zhang W, Liu Q, Jiang X, Stashko MA, Nichols J, Miley MJ, Norris‐Drouin J, Machius M, Deryckere D (2017) Discovery of macrocyclic pyrimidines as MerTK‐specific inhibitors. ChemMedChem 12:207–213

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Neubauer A, Fiebeler A, Graham DK, O’bryan JP, Schmidt CA, Barckow P, Serke S, Siegert W, Snodgrass HR, Huhn D (1994) Expression of axl, a transforming receptor tyrosine kinase, in normal and malignant hematopoiesis. Blood 84:1931–1941

    Article  CAS  PubMed  Google Scholar 

  • Nguyen K-QN, Tsou W-I, Calarese DA, Kimani SG, Singh S, Hsieh S, Liu Y, Lu B, Wu Y, Garforth SJ (2014) Overexpression of MERTK receptor tyrosine kinase in epithelial cancer cells drives efferocytosis in a gain-of-function capacity. J Biol Chem 289:25737–25749

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Pratim Roy P, Paul S, Mitra I, Roy K (2009) On two novel parameters for validation of predictive QSAR models. Molecules 14:1660–1701

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Schlegel J, Sambade MJ, Sather S, Moschos SJ, Tan A-C, Winges A, Deryckere D, Carson CC, Trembath DG, Tentler JJ (2013) MERTK receptor tyrosine kinase is a therapeutic target in melanoma. J Clin Investig 123:2257–2267

    Article  CAS  PubMed  Google Scholar 

  • Wang X, Liu J, Zhang W, Stashko MA, Nichols J, Miley MJ, Norris-Drouin J, Chen Z, Machius M, Deryckere D (2016) Design and synthesis of novel macrocyclic Mer tyrosine kinase inhibitors. ACS Med Chem Lett 7:1044–1049

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Watts KS, Dalal P, Tebben AJ, Cheney DL, Shelley JC (2014) Macrocycle conformational sampling with MacroModel. J Chem Inf Model 54:2680–2696

    Article  CAS  PubMed  Google Scholar 

  • Wessjohann LA, Ruijter E, Garcia-Rivera D, Brandt W (2005) What can a chemist learn from nature’s macrocycles?–A brief, conceptual view. Mol Divers 9:171–186

    Article  CAS  PubMed  Google Scholar 

  • Wold S, Ruhe A, Wold H, Dunn I Wj (1984) The collinearity problem in linear regression. The partial least squares (PLS) approach to generalized inverses. SIAM J Sci Stat Comput 5:735–743

    Article  Google Scholar 

  • Yu J, Rupasinghe C, Wilson JL, Taylor L, Rahimi N, Mierke D, Polgar P (2015a) Targeting receptor tyrosine kinases and their downstream signaling with cell‐penetrating peptides in human pulmonary artery smooth muscle and endothelial cells. Chem Biol Drug Des 85:586–597

    Article  CAS  PubMed  Google Scholar 

  • Yu Z, Li X, Ge C, Si H, Cui L, Gao H, Duan Y, Zhai H (2015b) 3D-QSAR modeling and molecular docking study on Mer kinase inhibitors of pyridine-substituted pyrimidines. Mol Divers 19:135–147

    Article  CAS  PubMed  Google Scholar 

  • Zhou S, Zhou L, Cui R, Tian Y, Li X, You R, Zhong L (2016) Pharmacophore-based 3D-QSAR modeling, virtual screening and molecular docking analysis for the detection of MERTK inhibitors with novel scaffold. Comb Chem high throughput Screen 19:73–96

    Article  CAS  PubMed  Google Scholar 

Download references

Acknowledgements

This work was supported by the National Research Foundation of Korea grant (MRC, 2015-009070) and Basic Science Research Program through the National Research Foundation of Korea (NRF) funded by the Ministry of Education, Science and Technology (NRF-2016RID1AIB01007060).

Author information

Authors and Affiliations

Authors

Corresponding authors

Correspondence to Pavithra K. Balasubramanian or Seung Joo Cho.

Ethics declarations

Conflict of interest

The authors declare that they have no conflict of interest.

Additional information

Publisher’s note: Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Supplementary information

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Bhujbal, S.P., Keretsu, S., Balasubramanian, P.K. et al. Macrocyclic effect on inhibitory activity: a modeling study on MerTK inhibitors. Med Chem Res 28, 1923–1938 (2019). https://doi.org/10.1007/s00044-019-02424-3

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s00044-019-02424-3

Keywords

Navigation